Deep learning with convolutional neural networks for EEG decoding and visualization

Single-trial EEG classification of motor imagery using deep convolutional neural networks

(2017) Zhichuan Tang et al.   OPTIK

Explaining nonlinear classification decisions with deep Taylor decomposition

(2017) Grégoire Montavon et al.   PATTERN RECOGNITION

Pre-Trial EEG-Based Single-Trial Motor Performance Prediction to Enhance Neuroergonomics for a Hand Force Task

(2016) Andreas Meinel et al.   Frontiers in Human Neuroscience

A novel deep learning approach for classification of EEG motor imagery signals

(2016) Yousef Rezaei Tabar et al.   Journal of Neural Engineering

Seizure prediction for therapeutic devices: A review

(2016) Kais Gadhoumi et al.   JOURNAL OF NEUROSCIENCE METHODS

Interpretable deep neural networks for single-trial EEG classification

(2016) Irene Sturm et al.   JOURNAL OF NEUROSCIENCE METHODS

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Fast Sequences of Non-spatial State Representations in Humans

(2016) Zeb Kurth-Nelson et al.   NEURON

Remembered or Forgotten?—An EEG-Based Computational Prediction Approach

(2016) Xuyun Sun et al.   PLoS One

EEG-based prediction of driver's cognitive performance by deep convolutional neural network

(2016) Mehdi Hajinoroozi et al.   SIGNAL PROCESSING-IMAGE COMMUNICATION

Multimodal Neural Network for Rapid Serial Visual Presentation Brain Computer Interface

(2016) Ran Manor et al.   Frontiers in Computational Neuroscience

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep Convolutional Neural Networks for Large-scale Speech Tasks

(2015) Tara N. Sainath et al.   NEURAL NETWORKS

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

Convolutional Neural Network for Multi-Category Rapid Serial Visual Presentation BCI

(2015) Ran Manor et al.   Frontiers in Computational Neuroscience

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

(2015) Sebastian Bach et al.   PLoS One

Convolutional Neural Networks for Speech Recognition

(2014) Ossama Abdel-Hamid et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Brain-machine interface in chronic stroke rehabilitation: A controlled study

(2013) Ander Ramos-Murguialday et al.   ANNALS OF NEUROLOGY

On the interpretation of weight vectors of linear models in multivariate neuroimaging

(2013) Stefan Haufe et al.   NEUROIMAGE

Natural Scene Statistics Account for the Representation of Scene Categories in Human Visual Cortex

(2013) Dustin E. Stansbury et al.   NEURON

The role of ECoG magnitude and phase in decoding position, velocity, and acceleration during continuous motor behavior

(2013) Jiri Hammer et al.   Frontiers in Neuroscience

High-performance neuroprosthetic control by an individual with tetraplegia

(2012) Jennifer L Collinger et al.   LANCET

Reach and grasp by people with tetraplegia using a neurally controlled robotic arm

(2012) Leigh R. Hochberg et al.   NATURE

Regularizing Common Spatial Patterns to Improve BCI Designs: Unified Theory and New Algorithms

(2010) Fabien Lotte et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Convolutional Neural Networks for P300 Detection with Application to Brain-Computer Interfaces

(2010) H Cecotti et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Predicting variations of perceptual performance across individuals from neural activity using pattern classifiers

(2010) Koel Das et al.   NEUROIMAGE

xDAWN Algorithm to Enhance Evoked Potentials: Application to Brain–Computer Interface

(2009) B. Rivet et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Recruitment of an Area Involved in Eye Movements During Mental Arithmetic

(2009) A. Knops et al.   SCIENCE

A P300-based brain–computer interface for people with amyotrophic lateral sclerosis

(2008) F. Nijboer et al.   CLINICAL NEUROPHYSIOLOGY

Optimizing Spatial filters for Robust EEG Single-Trial Analysis

(2008) Benjamin Blankertz et al.   IEEE SIGNAL PROCESSING MAGAZINE

Very Slow EEG Fluctuations Predict the Dynamics of Stimulus Detection and Oscillation Amplitudes in Humans

(2008) S. Monto et al.   JOURNAL OF NEUROSCIENCE

Brain–computer interfaces in neurological rehabilitation

(2008) Janis J Daly et al.   LANCET NEUROLOGY

Movement related activity in the high gamma range of the human EEG

(2008) Tonio Ball et al.   NEUROIMAGE